Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 4198 |
| Missing cells | 8387 |
| Missing cells (%) | 9.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 721.7 KiB |
| Average record size in memory | 176.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 21 |
open is highly correlated with high and 8 other fields | High correlation |
high is highly correlated with open and 8 other fields | High correlation |
low is highly correlated with open and 8 other fields | High correlation |
close is highly correlated with open and 8 other fields | High correlation |
BB_MIDDLE is highly correlated with open and 8 other fields | High correlation |
BB_UPPER is highly correlated with open and 8 other fields | High correlation |
BB_LOWER is highly correlated with open and 8 other fields | High correlation |
MACD is highly correlated with MACD_signal and 4 other fields | High correlation |
MACD_signal is highly correlated with MACD and 1 other fields | High correlation |
RSI is highly correlated with MACD and 5 other fields | High correlation |
BBp is highly correlated with RSI and 4 other fields | High correlation |
DMIp is highly correlated with RSI and 4 other fields | High correlation |
DMIm is highly correlated with MACD and 5 other fields | High correlation |
STOCH_K is highly correlated with RSI and 4 other fields | High correlation |
STOCH_D is highly correlated with RSI and 4 other fields | High correlation |
OBV is highly correlated with open and 8 other fields | High correlation |
buy@ is highly correlated with open and 8 other fields | High correlation |
sell@ is highly correlated with open and 9 other fields | High correlation |
open is highly correlated with high and 8 other fields | High correlation |
high is highly correlated with open and 8 other fields | High correlation |
low is highly correlated with open and 8 other fields | High correlation |
close is highly correlated with open and 8 other fields | High correlation |
volume is highly correlated with BBWIDTH | High correlation |
BB_MIDDLE is highly correlated with open and 8 other fields | High correlation |
BB_UPPER is highly correlated with open and 8 other fields | High correlation |
BB_LOWER is highly correlated with open and 8 other fields | High correlation |
BBWIDTH is highly correlated with volume | High correlation |
MACD is highly correlated with MACD_signal and 6 other fields | High correlation |
MACD_signal is highly correlated with MACD and 3 other fields | High correlation |
RSI is highly correlated with MACD and 6 other fields | High correlation |
BBp is highly correlated with MACD and 5 other fields | High correlation |
DMIp is highly correlated with MACD and 6 other fields | High correlation |
DMIm is highly correlated with MACD and 6 other fields | High correlation |
STOCH_K is highly correlated with RSI and 4 other fields | High correlation |
STOCH_D is highly correlated with MACD and 5 other fields | High correlation |
OBV is highly correlated with open and 8 other fields | High correlation |
buy@ is highly correlated with open and 7 other fields | High correlation |
sell@ is highly correlated with open and 8 other fields | High correlation |
open is highly correlated with high and 8 other fields | High correlation |
high is highly correlated with open and 8 other fields | High correlation |
low is highly correlated with open and 8 other fields | High correlation |
close is highly correlated with open and 8 other fields | High correlation |
BB_MIDDLE is highly correlated with open and 8 other fields | High correlation |
BB_UPPER is highly correlated with open and 8 other fields | High correlation |
BB_LOWER is highly correlated with open and 8 other fields | High correlation |
MACD is highly correlated with MACD_signal and 3 other fields | High correlation |
MACD_signal is highly correlated with MACD | High correlation |
RSI is highly correlated with MACD and 5 other fields | High correlation |
BBp is highly correlated with RSI and 4 other fields | High correlation |
DMIp is highly correlated with MACD and 2 other fields | High correlation |
DMIm is highly correlated with MACD and 2 other fields | High correlation |
STOCH_K is highly correlated with RSI and 2 other fields | High correlation |
STOCH_D is highly correlated with RSI and 2 other fields | High correlation |
OBV is highly correlated with open and 8 other fields | High correlation |
buy@ is highly correlated with open and 7 other fields | High correlation |
sell@ is highly correlated with open and 7 other fields | High correlation |
BB_UPPER is highly correlated with BB_MIDDLE and 11 other fields | High correlation |
BB_MIDDLE is highly correlated with BB_UPPER and 11 other fields | High correlation |
DMIp is highly correlated with MACD and 6 other fields | High correlation |
open is highly correlated with BB_UPPER and 11 other fields | High correlation |
MACD is highly correlated with BB_UPPER and 14 other fields | High correlation |
RSI is highly correlated with DMIp and 6 other fields | High correlation |
STOCH_K is highly correlated with DMIp and 4 other fields | High correlation |
sell@ is highly correlated with BB_UPPER and 10 other fields | High correlation |
MACD_signal is highly correlated with BB_UPPER and 14 other fields | High correlation |
buy@ is highly correlated with BB_UPPER and 9 other fields | High correlation |
ADX is highly correlated with MACD_signal | High correlation |
low is highly correlated with BB_UPPER and 10 other fields | High correlation |
high is highly correlated with BB_UPPER and 11 other fields | High correlation |
OBV is highly correlated with BB_UPPER and 11 other fields | High correlation |
BBWIDTH is highly correlated with BB_UPPER and 12 other fields | High correlation |
BBp is highly correlated with DMIp and 4 other fields | High correlation |
DMIm is highly correlated with DMIp and 7 other fields | High correlation |
volume is highly correlated with BBWIDTH | High correlation |
BB_LOWER is highly correlated with BB_UPPER and 11 other fields | High correlation |
close is highly correlated with BB_UPPER and 11 other fields | High correlation |
STOCH_D is highly correlated with DMIp and 4 other fields | High correlation |
buy@ has 4114 (98.0%) missing values | Missing |
sell@ has 4107 (97.8%) missing values | Missing |
datetime has unique values | Unique |
volume has unique values | Unique |
MACD has unique values | Unique |
MACD_signal has unique values | Unique |
Reproduction
| Analysis started | 2021-06-24 19:00:13.524517 |
|---|---|
| Analysis finished | 2021-06-24 19:00:56.315674 |
| Duration | 42.79 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 4198 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 32.9 KiB |
| Minimum | 2019-07-25 22:00:00 |
|---|---|
| Maximum | 2021-06-24 18:00:00 |
| Distinct | 4188 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19359.8861 |
| Minimum | 4565.63 |
|---|---|
| Maximum | 64509.48 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | 4565.63 |
|---|---|
| 5-th percentile | 6955.2445 |
| Q1 | 8843.945 |
| median | 10332.825 |
| Q3 | 28998.915 |
| 95-th percentile | 56846.0425 |
| Maximum | 64509.48 |
| Range | 59943.85 |
| Interquartile range (IQR) | 20154.97 |
Descriptive statistics
| Standard deviation | 16605.7069 |
|---|---|
| Coefficient of variation (CV) | 0.8577378408 |
| Kurtosis | 0.2634952799 |
| Mean | 19359.8861 |
| Median Absolute Deviation (MAD) | 2388.655 |
| Skewness | 1.331345957 |
| Sum | 81272801.86 |
| Variance | 275749501.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10785.23 | 2 | < 0.1% |
| 9152.16 | 2 | < 0.1% |
| 6730.01 | 2 | < 0.1% |
| 7297.91 | 2 | < 0.1% |
| 8715 | 2 | < 0.1% |
| 8800 | 2 | < 0.1% |
| 38700 | 2 | < 0.1% |
| 33505.15 | 2 | < 0.1% |
| 8134.89 | 2 | < 0.1% |
| 10706.56 | 2 | < 0.1% |
| Other values (4178) | 4178 |
| Value | Count | Frequency (%) |
| 4565.63 | 1 | |
| 4789.99 | 1 | |
| 4800.01 | 1 | |
| 4942.5 | 1 | |
| 5028.86 | 1 | |
| 5141.48 | 1 | |
| 5144.53 | 1 | |
| 5148.73 | 1 | |
| 5159.09 | 1 | |
| 5172.48 | 1 |
| Value | Count | Frequency (%) |
| 64509.48 | 1 | |
| 64288.8 | 1 | |
| 63749.19 | 1 | |
| 63575.01 | 1 | |
| 63363.29 | 1 | |
| 63331.83 | 1 | |
| 63158.74 | 1 | |
| 63056.62 | 1 | |
| 63045.03 | 1 | |
| 62997.02 | 1 |
| Distinct | 3972 |
|---|---|
| Distinct (%) | 94.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19605.41464 |
| Minimum | 4950 |
|---|---|
| Maximum | 64854 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | 4950 |
|---|---|
| 5-th percentile | 7087.646 |
| Q1 | 8935.4025 |
| median | 10414.51 |
| Q3 | 29296.25 |
| 95-th percentile | 57487.641 |
| Maximum | 64854 |
| Range | 59904 |
| Interquartile range (IQR) | 20360.8475 |
Descriptive statistics
| Standard deviation | 16853.62728 |
|---|---|
| Coefficient of variation (CV) | 0.8596414609 |
| Kurtosis | 0.2256438144 |
| Mean | 19605.41464 |
| Median Absolute Deviation (MAD) | 2416.36 |
| Skewness | 1.32206133 |
| Sum | 82303530.64 |
| Variance | 284044752.5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10250 | 4 | 0.1% |
| 9800 | 4 | 0.1% |
| 9720 | 4 | 0.1% |
| 7350 | 4 | 0.1% |
| 9450 | 3 | 0.1% |
| 10950 | 3 | 0.1% |
| 10210 | 3 | 0.1% |
| 9220 | 3 | 0.1% |
| 8790 | 3 | 0.1% |
| 9350 | 3 | 0.1% |
| Other values (3962) | 4164 |
| Value | Count | Frequency (%) |
| 4950 | 1 | |
| 5060 | 1 | |
| 5175 | 1 | |
| 5200 | 1 | |
| 5248 | 1 | |
| 5273.37 | 1 | |
| 5297.8 | 1 | |
| 5332.04 | 1 | |
| 5349 | 1 | |
| 5365.42 | 1 |
| Value | Count | Frequency (%) |
| 64854 | 1 | |
| 64787.98 | 1 | |
| 64640.58 | 1 | |
| 63869.99 | 1 | |
| 63800 | 1 | |
| 63777.77 | 1 | |
| 63764.62 | 1 | |
| 63666 | 1 | |
| 63657.86 | 1 | |
| 63573.02 | 1 |
| Distinct | 3981 |
|---|---|
| Distinct (%) | 94.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19085.74212 |
| Minimum | 3782.13 |
|---|---|
| Maximum | 63605.85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | 3782.13 |
|---|---|
| 5-th percentile | 6859.9385 |
| Q1 | 8762.9525 |
| median | 10265.26 |
| Q3 | 28613.4275 |
| 95-th percentile | 56122.508 |
| Maximum | 63605.85 |
| Range | 59823.72 |
| Interquartile range (IQR) | 19850.475 |
Descriptive statistics
| Standard deviation | 16322.50114 |
|---|---|
| Coefficient of variation (CV) | 0.8552196204 |
| Kurtosis | 0.3075174874 |
| Mean | 19085.74212 |
| Median Absolute Deviation (MAD) | 2398.98 |
| Skewness | 1.341837093 |
| Sum | 80121945.44 |
| Variance | 266424043.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7150 | 5 | 0.1% |
| 11700 | 5 | 0.1% |
| 9400 | 5 | 0.1% |
| 7100 | 4 | 0.1% |
| 10200 | 4 | 0.1% |
| 10060 | 4 | 0.1% |
| 9125 | 4 | 0.1% |
| 9120 | 4 | 0.1% |
| 9151 | 4 | 0.1% |
| 9500 | 3 | 0.1% |
| Other values (3971) | 4156 |
| Value | Count | Frequency (%) |
| 3782.13 | 1 | |
| 4410 | 1 | |
| 4442.12 | 1 | |
| 4500 | 1 | |
| 4674 | 1 | |
| 4778 | 1 | |
| 4807 | 1 | |
| 4820 | 1 | |
| 4828 | 1 | |
| 4920 | 1 |
| Value | Count | Frequency (%) |
| 63605.85 | 1 | |
| 63063.32 | 1 | |
| 63012.84 | 1 | |
| 62963.78 | 1 | |
| 62842.99 | 1 | |
| 62706.4 | 1 | |
| 62684.01 | 1 | |
| 62530 | 1 | |
| 62500 | 1 | |
| 62347.36 | 1 |
| Distinct | 4187 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19365.90656 |
| Minimum | 4565.59 |
|---|---|
| Maximum | 64511.21 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | 4565.59 |
|---|---|
| 5-th percentile | 6955.236 |
| Q1 | 8843.7925 |
| median | 10333.65 |
| Q3 | 29027.78 |
| 95-th percentile | 56846.0525 |
| Maximum | 64511.21 |
| Range | 59945.62 |
| Interquartile range (IQR) | 20183.9875 |
Descriptive statistics
| Standard deviation | 16606.83619 |
|---|---|
| Coefficient of variation (CV) | 0.8575295011 |
| Kurtosis | 0.2608774412 |
| Mean | 19365.90656 |
| Median Absolute Deviation (MAD) | 2390.485 |
| Skewness | 1.330247489 |
| Sum | 81298075.74 |
| Variance | 275787008.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9491.99 | 2 | < 0.1% |
| 8235 | 2 | < 0.1% |
| 38700 | 2 | < 0.1% |
| 9685.69 | 2 | < 0.1% |
| 19160.01 | 2 | < 0.1% |
| 9169.57 | 2 | < 0.1% |
| 6730.01 | 2 | < 0.1% |
| 9507.01 | 2 | < 0.1% |
| 11837.11 | 2 | < 0.1% |
| 7313.8 | 2 | < 0.1% |
| Other values (4177) | 4178 |
| Value | Count | Frequency (%) |
| 4565.59 | 1 | |
| 4785.67 | 1 | |
| 4800 | 1 | |
| 4939.25 | 1 | |
| 5028.97 | 1 | |
| 5140.39 | 1 | |
| 5148.73 | 1 | |
| 5151.39 | 1 | |
| 5167.26 | 1 | |
| 5172.06 | 1 |
| Value | Count | Frequency (%) |
| 64511.21 | 1 | |
| 64288.8 | 1 | |
| 63749.19 | 1 | |
| 63575 | 1 | |
| 63363.29 | 1 | |
| 63331.83 | 1 | |
| 63159.98 | 1 | |
| 63056.61 | 1 | |
| 63045.02 | 1 | |
| 62997.02 | 1 |
| Distinct | 4198 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11532.75796 |
| Minimum | 5.887034 |
|---|---|
| Maximum | 121040.6765 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | 5.887034 |
|---|---|
| 5-th percentile | 3437.924687 |
| Q1 | 6152.083613 |
| median | 9321.788949 |
| Q3 | 14081.94902 |
| 95-th percentile | 26735.66992 |
| Maximum | 121040.6765 |
| Range | 121034.7894 |
| Interquartile range (IQR) | 7929.865404 |
Descriptive statistics
| Standard deviation | 8765.097502 |
|---|---|
| Coefficient of variation (CV) | 0.7600174679 |
| Kurtosis | 20.74224081 |
| Mean | 11532.75796 |
| Median Absolute Deviation (MAD) | 3725.049633 |
| Skewness | 3.309042296 |
| Sum | 48414517.92 |
| Variance | 76826934.22 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9178.622522 | 1 | < 0.1% |
| 14989.35895 | 1 | < 0.1% |
| 7354.035494 | 1 | < 0.1% |
| 7043.676082 | 1 | < 0.1% |
| 6491.895002 | 1 | < 0.1% |
| 18542.83176 | 1 | < 0.1% |
| 2988.127809 | 1 | < 0.1% |
| 5034.32793 | 1 | < 0.1% |
| 16338.47391 | 1 | < 0.1% |
| 9491.372333 | 1 | < 0.1% |
| Other values (4188) | 4188 |
| Value | Count | Frequency (%) |
| 5.887034 | 1 | |
| 1227.36864 | 1 | |
| 1617.659678 | 1 | |
| 1670.360693 | 1 | |
| 1801.004061 | 1 | |
| 1808.576158 | 1 | |
| 1855.570097 | 1 | |
| 1868.440873 | 1 | |
| 1899.983537 | 1 | |
| 1907.027906 | 1 |
| Value | Count | Frequency (%) |
| 121040.6765 | 1 | |
| 118131.0809 | 1 | |
| 86060.1624 | 1 | |
| 76357.6927 | 1 | |
| 75541.20577 | 1 | |
| 74717.37041 | 1 | |
| 72865.86805 | 1 | |
| 68602.65437 | 1 | |
| 68283.64442 | 1 | |
| 65426.25284 | 1 |
| Distinct | 4178 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 19 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19355.94169 |
| Minimum | 5202.812 |
|---|---|
| Maximum | 62890.338 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | 5202.812 |
|---|---|
| 5-th percentile | 6974.3697 |
| Q1 | 8864.9925 |
| median | 10320.4235 |
| Q3 | 28476.7725 |
| 95-th percentile | 56833.8387 |
| Maximum | 62890.338 |
| Range | 57687.526 |
| Interquartile range (IQR) | 19611.78 |
Descriptive statistics
| Standard deviation | 16603.27994 |
|---|---|
| Coefficient of variation (CV) | 0.8577872473 |
| Kurtosis | 0.2382666726 |
| Mean | 19355.94169 |
| Median Absolute Deviation (MAD) | 2317.443 |
| Skewness | 1.326678031 |
| Sum | 80888480.34 |
| Variance | 275668904.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12000.054 | 2 | < 0.1% |
| 11961.068 | 1 | < 0.1% |
| 7294.6745 | 1 | < 0.1% |
| 9425.403 | 1 | < 0.1% |
| 49519.8235 | 1 | < 0.1% |
| 7298.1475 | 1 | < 0.1% |
| 56252.7975 | 1 | < 0.1% |
| 6543.2575 | 1 | < 0.1% |
| 11644.567 | 1 | < 0.1% |
| 10228.6525 | 1 | < 0.1% |
| Other values (4168) | 4168 | |
| (Missing) | 19 | 0.5% |
| Value | Count | Frequency (%) |
| 5202.812 | 1 | |
| 5204.9645 | 1 | |
| 5205.053 | 1 | |
| 5206.24 | 1 | |
| 5206.9655 | 1 | |
| 5207.609 | 1 | |
| 5207.704 | 1 | |
| 5207.767 | 1 | |
| 5207.886 | 1 | |
| 5208.132 | 1 |
| Value | Count | Frequency (%) |
| 62890.338 | 1 | |
| 62865.3065 | 1 | |
| 62847.2875 | 1 | |
| 62828.899 | 1 | |
| 62769.546 | 1 | |
| 62729.0475 | 1 | |
| 62697.81 | 1 | |
| 62627.171 | 1 | |
| 62624.8095 | 1 | |
| 62481.6955 | 1 |
| Distinct | 4178 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 19 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20437.86116 |
| Minimum | 5642.335666 |
|---|---|
| Maximum | 66299.1837 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | 5642.335666 |
|---|---|
| 5-th percentile | 7298.924833 |
| Q1 | 9234.115724 |
| median | 10710.56993 |
| Q3 | 30022.9603 |
| 95-th percentile | 59591.25033 |
| Maximum | 66299.1837 |
| Range | 60656.84804 |
| Interquartile range (IQR) | 20788.84457 |
Descriptive statistics
| Standard deviation | 17711.81793 |
|---|---|
| Coefficient of variation (CV) | 0.8666179787 |
| Kurtosis | 0.1227205607 |
| Mean | 20437.86116 |
| Median Absolute Deviation (MAD) | 2381.244578 |
| Skewness | 1.298605276 |
| Sum | 85409821.78 |
| Variance | 313708494.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12416.72343 | 2 | < 0.1% |
| 52988.53886 | 1 | < 0.1% |
| 13794.95197 | 1 | < 0.1% |
| 10406.05164 | 1 | < 0.1% |
| 34224.02148 | 1 | < 0.1% |
| 9316.618661 | 1 | < 0.1% |
| 57492.4283 | 1 | < 0.1% |
| 9691.434764 | 1 | < 0.1% |
| 8842.877726 | 1 | < 0.1% |
| 40687.25973 | 1 | < 0.1% |
| Other values (4168) | 4168 | |
| (Missing) | 19 | 0.5% |
| Value | Count | Frequency (%) |
| 5642.335666 | 1 | |
| 5648.387325 | 1 | |
| 5650.436953 | 1 | |
| 5650.799763 | 1 | |
| 5651.030564 | 1 | |
| 5651.155952 | 1 | |
| 5651.508033 | 1 | |
| 5652.153244 | 1 | |
| 5655.565227 | 1 | |
| 5655.782828 | 1 |
| Value | Count | Frequency (%) |
| 66299.1837 | 1 | |
| 66281.67559 | 1 | |
| 66239.54515 | 1 | |
| 66012.54112 | 1 | |
| 65599.66236 | 1 | |
| 65560.87474 | 1 | |
| 65302.9622 | 1 | |
| 65286.43527 | 1 | |
| 65280.09748 | 1 | |
| 65265.28792 | 1 |
| Distinct | 4178 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 19 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18274.02223 |
| Minimum | 3969.848143 |
|---|---|
| Maximum | 61093.78436 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | 3969.848143 |
|---|---|
| 5-th percentile | 6618.80447 |
| Q1 | 8558.575516 |
| median | 9983.401639 |
| Q3 | 26513.11328 |
| 95-th percentile | 53665.27929 |
| Maximum | 61093.78436 |
| Range | 57123.93622 |
| Interquartile range (IQR) | 17954.53776 |
Descriptive statistics
| Standard deviation | 15533.68662 |
|---|---|
| Coefficient of variation (CV) | 0.8500420121 |
| Kurtosis | 0.4194229224 |
| Mean | 18274.02223 |
| Median Absolute Deviation (MAD) | 2500.879014 |
| Skewness | 1.369368876 |
| Sum | 76367138.9 |
| Variance | 241295420.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11583.38457 | 2 | < 0.1% |
| 22363.72201 | 1 | < 0.1% |
| 13066.69623 | 1 | < 0.1% |
| 45069.02945 | 1 | < 0.1% |
| 9356.766677 | 1 | < 0.1% |
| 10186.35764 | 1 | < 0.1% |
| 9798.376369 | 1 | < 0.1% |
| 9111.153009 | 1 | < 0.1% |
| 44812.27926 | 1 | < 0.1% |
| 11271.24898 | 1 | < 0.1% |
| Other values (4168) | 4168 | |
| (Missing) | 19 | 0.5% |
| Value | Count | Frequency (%) |
| 3969.848143 | 1 | |
| 3973.241388 | 1 | |
| 3973.362132 | 1 | |
| 4016.61226 | 1 | |
| 4037.219502 | 1 | |
| 4067.181594 | 1 | |
| 4141.336024 | 1 | |
| 4214.551649 | 1 | |
| 4225.190566 | 1 | |
| 4343.034072 | 1 |
| Value | Count | Frequency (%) |
| 61093.78436 | 1 | |
| 60978.53107 | 1 | |
| 60957.33617 | 1 | |
| 60874.69564 | 1 | |
| 60759.91538 | 1 | |
| 60726.75624 | 1 | |
| 60682.61124 | 1 | |
| 60467.84516 | 1 | |
| 60464.682 | 1 | |
| 60223.20351 | 1 |
| Distinct | 4178 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 19 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.096465283 |
| Minimum | 0.008357727586 |
|---|---|
| Maximum | 0.7339990359 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | 0.008357727586 |
|---|---|
| 5-th percentile | 0.0258173937 |
| Q1 | 0.04783029821 |
| median | 0.07709788139 |
| Q3 | 0.1235481091 |
| 95-th percentile | 0.2289448283 |
| Maximum | 0.7339990359 |
| Range | 0.7256413083 |
| Interquartile range (IQR) | 0.07571781094 |
Descriptive statistics
| Standard deviation | 0.0729227728 |
|---|---|
| Coefficient of variation (CV) | 0.7559483633 |
| Kurtosis | 14.15074429 |
| Mean | 0.096465283 |
| Median Absolute Deviation (MAD) | 0.03402449623 |
| Skewness | 2.689945259 |
| Sum | 403.1284177 |
| Variance | 0.005317730793 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.06944459218 | 2 | < 0.1% |
| 0.02513068431 | 1 | < 0.1% |
| 0.1089422877 | 1 | < 0.1% |
| 0.1480917578 | 1 | < 0.1% |
| 0.1374472716 | 1 | < 0.1% |
| 0.04937915162 | 1 | < 0.1% |
| 0.1647898537 | 1 | < 0.1% |
| 0.2261193291 | 1 | < 0.1% |
| 0.02735629907 | 1 | < 0.1% |
| 0.214940505 | 1 | < 0.1% |
| Other values (4168) | 4168 | |
| (Missing) | 19 | 0.5% |
| Value | Count | Frequency (%) |
| 0.008357727586 | 1 | |
| 0.009408930584 | 1 | |
| 0.009470870439 | 1 | |
| 0.009626117147 | 1 | |
| 0.009671243113 | 1 | |
| 0.009939523422 | 1 | |
| 0.01000741279 | 1 | |
| 0.01029865422 | 1 | |
| 0.01046438149 | 1 | |
| 0.0105910432 | 1 |
| Value | Count | Frequency (%) |
| 0.7339990359 | 1 | |
| 0.7334943273 | 1 | |
| 0.7316751449 | 1 | |
| 0.7246546251 | 1 | |
| 0.7173679664 | 1 | |
| 0.7123662809 | 1 | |
| 0.6959987545 | 1 | |
| 0.68757411 | 1 | |
| 0.6574889588 | 1 | |
| 0.6542465897 | 1 |
| Distinct | 4198 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.41073039 |
| Minimum | -2776.354455 |
|---|---|
| Maximum | 2479.968227 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 1828 |
| Negative (%) | 43.5% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | -2776.354455 |
|---|---|
| 5-th percentile | -868.1975938 |
| Q1 | -70.19731588 |
| median | 23.15813137 |
| Q3 | 152.6225856 |
| 95-th percentile | 914.4688355 |
| Maximum | 2479.968227 |
| Range | 5256.322682 |
| Interquartile range (IQR) | 222.8199015 |
Descriptive statistics
| Standard deviation | 520.4482576 |
|---|---|
| Coefficient of variation (CV) | 12.87896191 |
| Kurtosis | 5.536348242 |
| Mean | 40.41073039 |
| Median Absolute Deviation (MAD) | 107.4870751 |
| Skewness | -0.3338477248 |
| Sum | 169644.2462 |
| Variance | 270866.3888 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| -98.89288469 | 1 | < 0.1% |
| -30.54473952 | 1 | < 0.1% |
| -2583.45881 | 1 | < 0.1% |
| 381.0594679 | 1 | < 0.1% |
| 165.0511825 | 1 | < 0.1% |
| 81.30701313 | 1 | < 0.1% |
| 141.3385583 | 1 | < 0.1% |
| -334.3590034 | 1 | < 0.1% |
| -19.17706419 | 1 | < 0.1% |
| Other values (4188) | 4188 |
| Value | Count | Frequency (%) |
| -2776.354455 | 1 | |
| -2758.220961 | 1 | |
| -2591.019324 | 1 | |
| -2586.884093 | 1 | |
| -2583.45881 | 1 | |
| -2375.974062 | 1 | |
| -2337.856884 | 1 | |
| -2126.662201 | 1 | |
| -2115.796223 | 1 | |
| -2109.93964 | 1 |
| Value | Count | Frequency (%) |
| 2479.968227 | 1 | |
| 2460.844775 | 1 | |
| 2403.16524 | 1 | |
| 2401.915634 | 1 | |
| 2355.705332 | 1 | |
| 2299.357569 | 1 | |
| 2294.479422 | 1 | |
| 2173.401051 | 1 | |
| 2170.481271 | 1 | |
| 2163.431015 | 1 |
MACD_signal
Real number (ℝ)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 4198 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.93399708 |
| Minimum | -2448.656454 |
|---|---|
| Maximum | 2160.899011 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 1831 |
| Negative (%) | 43.6% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | -2448.656454 |
|---|---|
| 5-th percentile | -765.9629984 |
| Q1 | -64.36286268 |
| median | 23.4731615 |
| Q3 | 148.2575458 |
| 95-th percentile | 888.0237303 |
| Maximum | 2160.899011 |
| Range | 4609.555465 |
| Interquartile range (IQR) | 212.6204085 |
Descriptive statistics
| Standard deviation | 492.2074194 |
|---|---|
| Coefficient of variation (CV) | 12.02441625 |
| Kurtosis | 5.49546602 |
| Mean | 40.93399708 |
| Median Absolute Deviation (MAD) | 101.0298607 |
| Skewness | -0.362733432 |
| Sum | 171840.9197 |
| Variance | 242268.1437 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| -408.5834855 | 1 | < 0.1% |
| -39.69826104 | 1 | < 0.1% |
| -241.4849795 | 1 | < 0.1% |
| 106.0394676 | 1 | < 0.1% |
| 77.46801372 | 1 | < 0.1% |
| 215.1761776 | 1 | < 0.1% |
| -61.13320799 | 1 | < 0.1% |
| 8.51628258 | 1 | < 0.1% |
| 20.16788461 | 1 | < 0.1% |
| Other values (4188) | 4188 |
| Value | Count | Frequency (%) |
| -2448.656454 | 1 | |
| -2434.119976 | 1 | |
| -2414.955865 | 1 | |
| -2369.283909 | 1 | |
| -2329.139591 | 1 | |
| -2291.929184 | 1 | |
| -2217.335875 | 1 | |
| -2199.008415 | 1 | |
| -2123.915013 | 1 | |
| -2093.952301 | 1 |
| Value | Count | Frequency (%) |
| 2160.899011 | 1 | |
| 2137.157199 | 1 | |
| 2127.503908 | 1 | |
| 2087.330654 | 1 | |
| 2070.453552 | 1 | |
| 2012.907159 | 1 | |
| 1987.588031 | 1 | |
| 1983.567041 | 1 | |
| 1980.19592 | 1 | |
| 1969.044324 | 1 |
| Distinct | 4196 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.8919326 |
| Minimum | 0 |
|---|---|
| Maximum | 92.5906425 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 30.30826919 |
| Q1 | 42.92439468 |
| median | 52.11899124 |
| Q3 | 60.90790017 |
| 95-th percentile | 73.0963028 |
| Maximum | 92.5906425 |
| Range | 92.5906425 |
| Interquartile range (IQR) | 17.98350549 |
Descriptive statistics
| Standard deviation | 13.12975036 |
|---|---|
| Coefficient of variation (CV) | 0.2530210324 |
| Kurtosis | -0.1288599896 |
| Mean | 51.8919326 |
| Median Absolute Deviation (MAD) | 9.021529632 |
| Skewness | -0.07641102919 |
| Sum | 217790.4411 |
| Variance | 172.3903446 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 63.66260407 | 2 | < 0.1% |
| 43.14972277 | 1 | < 0.1% |
| 42.75075004 | 1 | < 0.1% |
| 78.3649295 | 1 | < 0.1% |
| 43.26138883 | 1 | < 0.1% |
| 53.56179313 | 1 | < 0.1% |
| 42.94229858 | 1 | < 0.1% |
| 56.52638197 | 1 | < 0.1% |
| 29.17225647 | 1 | < 0.1% |
| 53.99430128 | 1 | < 0.1% |
| Other values (4186) | 4186 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 7.728338023 | 1 | |
| 9.307652451 | 1 | |
| 9.500422886 | 1 | |
| 10.79567433 | 1 | |
| 13.14853245 | 1 | |
| 14.03121877 | 1 | |
| 14.61619393 | 1 | |
| 14.65831148 | 1 | |
| 14.68926153 | 1 |
| Value | Count | Frequency (%) |
| 92.5906425 | 1 | |
| 90.45331862 | 1 | |
| 89.32013589 | 1 | |
| 88.84402687 | 1 | |
| 88.80454431 | 1 | |
| 87.95801398 | 1 | |
| 87.71399707 | 1 | |
| 87.70435378 | 1 | |
| 86.34397312 | 1 | |
| 85.85532776 | 1 |
| Distinct | 4179 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 19 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5347176292 |
| Minimum | -0.5037401995 |
|---|---|
| Maximum | 1.504403038 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 227 |
| Negative (%) | 5.4% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | -0.5037401995 |
|---|---|
| 5-th percentile | -0.02084474445 |
| Q1 | 0.2882864449 |
| median | 0.5539983512 |
| Q3 | 0.7841181674 |
| 95-th percentile | 1.051935555 |
| Maximum | 1.504403038 |
| Range | 2.008143237 |
| Interquartile range (IQR) | 0.4958317224 |
Descriptive statistics
| Standard deviation | 0.3329604686 |
|---|---|
| Coefficient of variation (CV) | 0.6226846666 |
| Kurtosis | -0.553070789 |
| Mean | 0.5347176292 |
| Median Absolute Deviation (MAD) | 0.2498776855 |
| Skewness | -0.1173978681 |
| Sum | 2234.584972 |
| Variance | 0.1108626737 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.4946833207 | 1 | < 0.1% |
| 1.249659917 | 1 | < 0.1% |
| 0.8720670145 | 1 | < 0.1% |
| 0.4970395656 | 1 | < 0.1% |
| 0.7420969283 | 1 | < 0.1% |
| 0.7640150794 | 1 | < 0.1% |
| 0.3842096653 | 1 | < 0.1% |
| 0.4578499466 | 1 | < 0.1% |
| 0.2805292786 | 1 | < 0.1% |
| 0.9943228506 | 1 | < 0.1% |
| Other values (4169) | 4169 | |
| (Missing) | 19 | 0.5% |
| Value | Count | Frequency (%) |
| -0.5037401995 | 1 | |
| -0.4814761342 | 1 | |
| -0.4240754887 | 1 | |
| -0.4113136388 | 1 | |
| -0.3862489642 | 1 | |
| -0.3842567272 | 1 | |
| -0.3725085381 | 1 | |
| -0.3656768764 | 1 | |
| -0.3500834991 | 1 | |
| -0.3415731628 | 1 |
| Value | Count | Frequency (%) |
| 1.504403038 | 1 | |
| 1.479220485 | 1 | |
| 1.462415851 | 1 | |
| 1.445838728 | 1 | |
| 1.427222625 | 1 | |
| 1.398758743 | 1 | |
| 1.396142021 | 1 | |
| 1.393502005 | 1 | |
| 1.352088591 | 1 | |
| 1.349615449 | 1 |
| Distinct | 4184 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.4324298 |
| Minimum | 9.790051973 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | 9.790051973 |
|---|---|
| 5-th percentile | 15.39738374 |
| Q1 | 20.49744475 |
| median | 26.92796345 |
| Q3 | 35.82966351 |
| 95-th percentile | 53.30174189 |
| Maximum | 100 |
| Range | 90.20994803 |
| Interquartile range (IQR) | 15.33221876 |
Descriptive statistics
| Standard deviation | 11.73977887 |
|---|---|
| Coefficient of variation (CV) | 0.3988722286 |
| Kurtosis | 1.035863635 |
| Mean | 29.4324298 |
| Median Absolute Deviation (MAD) | 7.193881178 |
| Skewness | 1.078791121 |
| Sum | 123145.2863 |
| Variance | 137.8224079 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20.85084626 | 1 | < 0.1% |
| 26.67789682 | 1 | < 0.1% |
| 36.35496055 | 1 | < 0.1% |
| 34.80939544 | 1 | < 0.1% |
| 19.33661608 | 1 | < 0.1% |
| 22.78179663 | 1 | < 0.1% |
| 19.36557995 | 1 | < 0.1% |
| 37.65521111 | 1 | < 0.1% |
| 22.63699689 | 1 | < 0.1% |
| 53.73210581 | 1 | < 0.1% |
| Other values (4174) | 4174 | |
| (Missing) | 14 | 0.3% |
| Value | Count | Frequency (%) |
| 9.790051973 | 1 | |
| 9.825105962 | 1 | |
| 9.989799702 | 1 | |
| 10.06517114 | 1 | |
| 10.1083433 | 1 | |
| 10.11773449 | 1 | |
| 10.32370288 | 1 | |
| 10.55898771 | 1 | |
| 10.63286934 | 1 | |
| 10.65319127 | 1 |
| Value | Count | Frequency (%) |
| 100 | 1 | |
| 72.49836312 | 1 | |
| 71.77054675 | 1 | |
| 71.72814733 | 1 | |
| 71.06308088 | 1 | |
| 70.98674451 | 1 | |
| 70.53120681 | 1 | |
| 70.17586661 | 1 | |
| 70.03732375 | 1 | |
| 69.85010886 | 1 |
| Distinct | 4185 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 13 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.24197212 |
| Minimum | 0 |
|---|---|
| Maximum | 86.01234091 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9.564563854 |
| Q1 | 14.24704139 |
| median | 19.34602459 |
| Q3 | 25.97962645 |
| 95-th percentile | 39.22641997 |
| Maximum | 86.01234091 |
| Range | 86.01234091 |
| Interquartile range (IQR) | 11.73258506 |
Descriptive statistics
| Standard deviation | 9.74697043 |
|---|---|
| Coefficient of variation (CV) | 0.4588543087 |
| Kurtosis | 3.677851698 |
| Mean | 21.24197212 |
| Median Absolute Deviation (MAD) | 5.680710152 |
| Skewness | 1.456294144 |
| Sum | 88897.65331 |
| Variance | 95.00343257 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30.30570503 | 1 | < 0.1% |
| 9.015538896 | 1 | < 0.1% |
| 26.36686117 | 1 | < 0.1% |
| 28.2667718 | 1 | < 0.1% |
| 22.41627185 | 1 | < 0.1% |
| 25.20697722 | 1 | < 0.1% |
| 24.17918932 | 1 | < 0.1% |
| 15.47677539 | 1 | < 0.1% |
| 22.98617143 | 1 | < 0.1% |
| 22.07468754 | 1 | < 0.1% |
| Other values (4175) | 4175 | |
| (Missing) | 13 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 4.421029983 | 1 | |
| 4.761109213 | 1 | |
| 5.127348383 | 1 | |
| 5.198329931 | 1 | |
| 5.22144203 | 1 | |
| 5.316274616 | 1 | |
| 5.521759797 | 1 | |
| 5.598201465 | 1 | |
| 5.62319893 | 1 |
| Value | Count | Frequency (%) |
| 86.01234091 | 1 | |
| 79.86860228 | 1 | |
| 76.70463788 | 1 | |
| 76.19840782 | 1 | |
| 74.16370211 | 1 | |
| 73.9502648 | 1 | |
| 73.52985489 | 1 | |
| 73.21080905 | 1 | |
| 70.7556644 | 1 | |
| 68.86629482 | 1 |
| Distinct | 4184 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 13 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.23961569 |
| Minimum | 0 |
|---|---|
| Maximum | 85.87260903 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9.592997255 |
| Q1 | 14.51200537 |
| median | 19.41125883 |
| Q3 | 26.07077568 |
| 95-th percentile | 39.14930927 |
| Maximum | 85.87260903 |
| Range | 85.87260903 |
| Interquartile range (IQR) | 11.55877031 |
Descriptive statistics
| Standard deviation | 9.624532031 |
|---|---|
| Coefficient of variation (CV) | 0.4531405922 |
| Kurtosis | 3.820069387 |
| Mean | 21.23961569 |
| Median Absolute Deviation (MAD) | 5.607191085 |
| Skewness | 1.403828539 |
| Sum | 88887.79166 |
| Variance | 92.63161681 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 29.9209089 | 1 | < 0.1% |
| 17.25773981 | 1 | < 0.1% |
| 24.01164774 | 1 | < 0.1% |
| 14.84043452 | 1 | < 0.1% |
| 28.02910377 | 1 | < 0.1% |
| 42.17273036 | 1 | < 0.1% |
| 15.97073571 | 1 | < 0.1% |
| 19.92904078 | 1 | < 0.1% |
| 18.42462866 | 1 | < 0.1% |
| Other values (4174) | 4174 | |
| (Missing) | 13 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 2.547669429 | 1 | |
| 2.743644001 | 1 | |
| 2.954693539 | 1 | |
| 3.181977658 | 1 | |
| 3.42674517 | 1 | |
| 3.501496564 | 1 | |
| 3.624102557 | 1 | |
| 3.770842453 | 1 | |
| 3.902879677 | 1 |
| Value | Count | Frequency (%) |
| 85.87260903 | 1 | |
| 84.08470572 | 1 | |
| 83.12359755 | 1 | |
| 79.73885124 | 1 | |
| 77.18619773 | 1 | |
| 75.79505437 | 1 | |
| 74.04321901 | 1 | |
| 71.67289789 | 1 | |
| 70.52480634 | 1 | |
| 70.38112191 | 1 |
| Distinct | 4183 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 13 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.06740326 |
| Minimum | 0.4652045951 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | 0.4652045951 |
|---|---|
| 5-th percentile | 12.50631694 |
| Q1 | 33.0195122 |
| median | 55.87128395 |
| Q3 | 78.71779469 |
| 95-th percentile | 93.71494238 |
| Maximum | 100 |
| Range | 99.5347954 |
| Interquartile range (IQR) | 45.69828249 |
Descriptive statistics
| Standard deviation | 26.41858009 |
|---|---|
| Coefficient of variation (CV) | 0.4797498796 |
| Kurtosis | -1.177421492 |
| Mean | 55.06740326 |
| Median Absolute Deviation (MAD) | 22.85177176 |
| Skewness | -0.1261490219 |
| Sum | 230457.0827 |
| Variance | 697.9413738 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 3 | 0.1% |
| 88.89087977 | 1 | < 0.1% |
| 10.74939845 | 1 | < 0.1% |
| 5.164183007 | 1 | < 0.1% |
| 20.67088608 | 1 | < 0.1% |
| 34.72855464 | 1 | < 0.1% |
| 13.84933333 | 1 | < 0.1% |
| 47.2663799 | 1 | < 0.1% |
| 84.67329406 | 1 | < 0.1% |
| 13.70955621 | 1 | < 0.1% |
| Other values (4173) | 4173 | |
| (Missing) | 13 | 0.3% |
| Value | Count | Frequency (%) |
| 0.4652045951 | 1 | |
| 0.6600688468 | 1 | |
| 1.399189024 | 1 | |
| 1.690335426 | 1 | |
| 1.73466736 | 1 | |
| 1.747570365 | 1 | |
| 1.78297178 | 1 | |
| 1.880921258 | 1 | |
| 1.923830381 | 1 | |
| 2.08498984 | 1 |
| Value | Count | Frequency (%) |
| 100 | 3 | |
| 99.98981333 | 1 | < 0.1% |
| 99.95897728 | 1 | < 0.1% |
| 99.81317823 | 1 | < 0.1% |
| 99.75213876 | 1 | < 0.1% |
| 99.73123909 | 1 | < 0.1% |
| 99.59682685 | 1 | < 0.1% |
| 99.47885306 | 1 | < 0.1% |
| 99.31574241 | 1 | < 0.1% |
| 99.2757728 | 1 | < 0.1% |
| Distinct | 4183 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 15 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.06784898 |
| Minimum | 4.567169694 |
|---|---|
| Maximum | 97.45793485 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | 4.567169694 |
|---|---|
| 5-th percentile | 16.12754564 |
| Q1 | 34.12412878 |
| median | 55.76581767 |
| Q3 | 77.46245276 |
| 95-th percentile | 90.5975621 |
| Maximum | 97.45793485 |
| Range | 92.89076515 |
| Interquartile range (IQR) | 43.33832399 |
Descriptive statistics
| Standard deviation | 24.55945362 |
|---|---|
| Coefficient of variation (CV) | 0.445985345 |
| Kurtosis | -1.245913836 |
| Mean | 55.06784898 |
| Median Absolute Deviation (MAD) | 21.67146217 |
| Skewness | -0.1119927179 |
| Sum | 230348.8123 |
| Variance | 603.1667623 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60.66665465 | 1 | < 0.1% |
| 27.38871131 | 1 | < 0.1% |
| 86.77836431 | 1 | < 0.1% |
| 74.55207523 | 1 | < 0.1% |
| 42.15086516 | 1 | < 0.1% |
| 89.83565412 | 1 | < 0.1% |
| 69.79073746 | 1 | < 0.1% |
| 18.0065517 | 1 | < 0.1% |
| 90.34238583 | 1 | < 0.1% |
| 49.06296786 | 1 | < 0.1% |
| Other values (4173) | 4173 | |
| (Missing) | 15 | 0.4% |
| Value | Count | Frequency (%) |
| 4.567169694 | 1 | |
| 6.120837142 | 1 | |
| 6.18251676 | 1 | |
| 6.409249346 | 1 | |
| 6.592659313 | 1 | |
| 6.61422993 | 1 | |
| 6.813227458 | 1 | |
| 6.997535494 | 1 | |
| 7.016850285 | 1 | |
| 7.070974544 | 1 |
| Value | Count | Frequency (%) |
| 97.45793485 | 1 | |
| 97.36344312 | 1 | |
| 97.30942991 | 1 | |
| 96.75363413 | 1 | |
| 96.72168596 | 1 | |
| 96.5487512 | 1 | |
| 96.33535782 | 1 | |
| 96.26337285 | 1 | |
| 96.22881818 | 1 | |
| 96.02934991 | 1 |
| Distinct | 4196 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 774370.2794 |
| Minimum | -296003.6179 |
|---|---|
| Maximum | 2282056.148 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1093 |
| Negative (%) | 26.0% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | -296003.6179 |
|---|---|
| 5-th percentile | -202908.7003 |
| Q1 | -7215.196762 |
| median | 617261.842 |
| Q3 | 1580369.716 |
| 95-th percentile | 2181168.42 |
| Maximum | 2282056.148 |
| Range | 2578059.766 |
| Interquartile range (IQR) | 1587584.912 |
Descriptive statistics
| Standard deviation | 810915.7713 |
|---|---|
| Coefficient of variation (CV) | 1.04719382 |
| Kurtosis | -1.164265194 |
| Mean | 774370.2794 |
| Median Absolute Deviation (MAD) | 644983.4174 |
| Skewness | 0.4699946005 |
| Sum | 3249257692 |
| Variance | 6.575843881 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2132365.117 | 1 | < 0.1% |
| 799352.8795 | 1 | < 0.1% |
| -259656.442 | 1 | < 0.1% |
| 89645.18319 | 1 | < 0.1% |
| 78318.59748 | 1 | < 0.1% |
| 1240068.252 | 1 | < 0.1% |
| 583136.0874 | 1 | < 0.1% |
| 664298.3993 | 1 | < 0.1% |
| 1223022.836 | 1 | < 0.1% |
| -140035.1527 | 1 | < 0.1% |
| Other values (4186) | 4186 | |
| (Missing) | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| -296003.6179 | 1 | |
| -294106.8527 | 1 | |
| -291013.8522 | 1 | |
| -284328.8363 | 1 | |
| -283940.2306 | 1 | |
| -281897.5151 | 1 | |
| -277296.3068 | 1 | |
| -272343.2521 | 1 | |
| -269152.1135 | 1 | |
| -268188.7728 | 1 |
| Value | Count | Frequency (%) |
| 2282056.148 | 1 | |
| 2278861.731 | 1 | |
| 2278611.083 | 1 | |
| 2275997.712 | 1 | |
| 2274136.393 | 1 | |
| 2270294.637 | 1 | |
| 2269310.484 | 1 | |
| 2267903.56 | 1 | |
| 2266794.671 | 1 | |
| 2266687.475 | 1 |
| Distinct | 84 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 4114 |
| Missing (%) | 98.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17482.2319 |
| Minimum | 4565.59 |
|---|---|
| Maximum | 57051.94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | 4565.59 |
|---|---|
| 5-th percentile | 6262.9745 |
| Q1 | 8451.61 |
| median | 9778.6 |
| Q3 | 19649.3525 |
| 95-th percentile | 53149.0115 |
| Maximum | 57051.94 |
| Range | 52486.35 |
| Interquartile range (IQR) | 11197.7425 |
Descriptive statistics
| Standard deviation | 15341.33169 |
|---|---|
| Coefficient of variation (CV) | 0.8775385075 |
| Kurtosis | 0.7661942039 |
| Mean | 17482.2319 |
| Median Absolute Deviation (MAD) | 2196.67 |
| Skewness | 1.482897392 |
| Sum | 1468507.48 |
| Variance | 235356458.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6675.52 | 1 | < 0.1% |
| 54272.86 | 1 | < 0.1% |
| 53200.01 | 1 | < 0.1% |
| 7794.42 | 1 | < 0.1% |
| 50996.15 | 1 | < 0.1% |
| 10241.46 | 1 | < 0.1% |
| 10436.63 | 1 | < 0.1% |
| 4565.59 | 1 | < 0.1% |
| 9259.78 | 1 | < 0.1% |
| 7410.88 | 1 | < 0.1% |
| Other values (74) | 74 | 1.8% |
| (Missing) | 4114 |
| Value | Count | Frequency (%) |
| 4565.59 | 1 | |
| 4800 | 1 | |
| 5816.19 | 1 | |
| 5881.42 | 1 | |
| 6200.81 | 1 | |
| 6615.24 | 1 | |
| 6621.24 | 1 | |
| 6672.01 | 1 | |
| 6675.52 | 1 | |
| 6768.88 | 1 |
| Value | Count | Frequency (%) |
| 57051.94 | 1 | |
| 55953.45 | 1 | |
| 54272.86 | 1 | |
| 53308.92 | 1 | |
| 53200.01 | 1 | |
| 52860.02 | 1 | |
| 50996.15 | 1 | |
| 49066.77 | 1 | |
| 47942.44 | 1 | |
| 47267.88 | 1 |
| Distinct | 91 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 4107 |
| Missing (%) | 97.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18536.92571 |
| Minimum | 6659.99 |
|---|---|
| Maximum | 64511.21 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.9 KiB |
Quantile statistics
| Minimum | 6659.99 |
|---|---|
| 5-th percentile | 7253.54 |
| Q1 | 9299.01 |
| median | 10843 |
| Q3 | 19453.15 |
| 95-th percentile | 59072.315 |
| Maximum | 64511.21 |
| Range | 57851.22 |
| Interquartile range (IQR) | 10154.14 |
Descriptive statistics
| Standard deviation | 15865.43213 |
|---|---|
| Coefficient of variation (CV) | 0.8558825975 |
| Kurtosis | 1.54607967 |
| Mean | 18536.92571 |
| Median Absolute Deviation (MAD) | 2408.98 |
| Skewness | 1.663407566 |
| Sum | 1686860.24 |
| Variance | 251711936.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7807.99 | 1 | < 0.1% |
| 6659.99 | 1 | < 0.1% |
| 59869.79 | 1 | < 0.1% |
| 39876.98 | 1 | < 0.1% |
| 10901.9 | 1 | < 0.1% |
| 8276.16 | 1 | < 0.1% |
| 41286.67 | 1 | < 0.1% |
| 19358.57 | 1 | < 0.1% |
| 8332.47 | 1 | < 0.1% |
| 7258.48 | 1 | < 0.1% |
| Other values (81) | 81 | 1.9% |
| (Missing) | 4107 |
| Value | Count | Frequency (%) |
| 6659.99 | 1 | |
| 6793 | 1 | |
| 7004.42 | 1 | |
| 7112.13 | 1 | |
| 7248.6 | 1 | |
| 7258.48 | 1 | |
| 7277.83 | 1 | |
| 7381.01 | 1 | |
| 7473.05 | 1 | |
| 7546 | 1 |
| Value | Count | Frequency (%) |
| 64511.21 | 1 | |
| 61356.31 | 1 | |
| 59869.79 | 1 | |
| 59533.68 | 1 | |
| 59356.76 | 1 | |
| 58787.87 | 1 | |
| 58072.62 | 1 | |
| 51666.33 | 1 | |
| 41286.67 | 1 | |
| 40685.37 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| datetime | open | high | low | close | volume | BB_MIDDLE | BB_UPPER | BB_LOWER | BBWIDTH | MACD | MACD_signal | RSI | BBp | ADX | DMIp | DMIm | STOCH_K | STOCH_D | OBV | buy@ | sell@ | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2019-07-25 22:00:00 | 9857.21 | 9949.99 | 9798.89 | 9879.87 | 4221.586793 | NaN | NaN | NaN | NaN | 0.000000 | 0.000000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1 | 2019-07-26 02:00:00 | 9882.15 | 9882.15 | 9637.00 | 9697.00 | 7912.265527 | NaN | NaN | NaN | NaN | -4.102853 | -2.279363 | 0.000000 | NaN | NaN | NaN | NaN | NaN | NaN | -7912.265527 | NaN | NaN |
| 2 | 2019-07-26 06:00:00 | 9694.63 | 9789.82 | 9657.00 | 9764.36 | 3499.994913 | NaN | NaN | NaN | NaN | -3.139019 | -2.631681 | 28.401825 | NaN | NaN | NaN | NaN | NaN | NaN | -4412.270614 | NaN | NaN |
| 3 | 2019-07-26 10:00:00 | 9764.18 | 9815.00 | 9735.89 | 9791.64 | 3511.865360 | NaN | NaN | NaN | NaN | -1.638785 | -2.295334 | 36.293302 | NaN | NaN | NaN | NaN | NaN | NaN | -900.405254 | NaN | NaN |
| 4 | 2019-07-26 14:00:00 | 9791.33 | 9852.49 | 9704.00 | 9794.01 | 4517.891533 | NaN | NaN | NaN | NaN | -0.694772 | -1.819203 | 36.943544 | NaN | NaN | NaN | NaN | NaN | NaN | 3617.486279 | NaN | NaN |
| 5 | 2019-07-26 18:00:00 | 9794.01 | 9889.98 | 9737.16 | 9839.00 | 4431.858952 | NaN | NaN | NaN | NaN | 1.809566 | -0.835605 | 47.829505 | NaN | NaN | NaN | NaN | NaN | NaN | 8049.345231 | NaN | NaN |
| 6 | 2019-07-26 22:00:00 | 9838.98 | 9860.00 | 9738.00 | 9824.00 | 3293.586932 | NaN | NaN | NaN | NaN | 2.704928 | 0.060409 | 45.037771 | NaN | NaN | NaN | NaN | NaN | NaN | 4755.758299 | NaN | NaN |
| 7 | 2019-07-27 02:00:00 | 9824.00 | 10188.66 | 9815.00 | 10103.00 | 10046.036243 | NaN | NaN | NaN | NaN | 16.530990 | 4.018600 | 74.662034 | NaN | NaN | NaN | NaN | NaN | NaN | 14801.794542 | NaN | 10103.0 |
| 8 | 2019-07-27 06:00:00 | 10103.02 | 10118.55 | 10025.16 | 10055.33 | 3131.486206 | NaN | NaN | NaN | NaN | 23.488670 | 8.516283 | 67.925427 | NaN | NaN | NaN | NaN | NaN | NaN | 11670.308336 | NaN | NaN |
| 9 | 2019-07-27 10:00:00 | 10057.32 | 10088.00 | 9440.00 | 9525.81 | 13484.420134 | NaN | NaN | NaN | NaN | 0.807300 | 6.789023 | 32.666624 | NaN | NaN | NaN | NaN | NaN | NaN | -1814.111798 | NaN | NaN |
Last rows
| datetime | open | high | low | close | volume | BB_MIDDLE | BB_UPPER | BB_LOWER | BBWIDTH | MACD | MACD_signal | RSI | BBp | ADX | DMIp | DMIm | STOCH_K | STOCH_D | OBV | buy@ | sell@ | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4188 | 2021-06-23 06:00:00 | 33969.69 | 34392.10 | 33574.11 | 33982.26 | 18440.425426 | 33455.0520 | 36267.098567 | 30643.005433 | 0.168109 | -883.326824 | -1132.209437 | 49.520761 | 0.593741 | 43.588507 | 17.997739 | 34.245224 | 74.546580 | 65.152185 | 1.679120e+06 | NaN | NaN |
| 4189 | 2021-06-23 10:00:00 | 33982.26 | 34500.00 | 33650.21 | 33911.39 | 18341.765169 | 33374.2595 | 36023.782226 | 30724.736774 | 0.158776 | -754.343978 | -1056.636346 | 49.099656 | 0.601364 | 42.604896 | 17.191220 | 31.799137 | 86.244642 | 77.060082 | 1.660779e+06 | NaN | NaN |
| 4190 | 2021-06-23 14:00:00 | 33911.40 | 34881.00 | 33400.30 | 33490.14 | 28265.873145 | 33266.8810 | 35694.983052 | 30838.778948 | 0.145977 | -678.296518 | -980.968380 | 46.564964 | 0.545974 | 41.344574 | 17.731636 | 29.527770 | 77.108953 | 79.300058 | 1.632513e+06 | NaN | NaN |
| 4191 | 2021-06-23 18:00:00 | 33490.14 | 33947.17 | 32870.99 | 32879.97 | 16689.643728 | 33217.2345 | 35633.740180 | 30800.728820 | 0.145497 | -659.659830 | -916.706670 | 43.094673 | 0.430216 | 40.468667 | 16.465091 | 29.968990 | 67.066656 | 76.806750 | 1.615823e+06 | NaN | NaN |
| 4192 | 2021-06-23 22:00:00 | 32882.50 | 33785.26 | 32749.01 | 33678.07 | 12525.748531 | 33180.0025 | 35540.604445 | 30819.400555 | 0.142291 | -573.874848 | -848.140306 | 48.500935 | 0.605496 | 39.724290 | 15.289013 | 28.423477 | 80.201942 | 74.792517 | 1.628349e+06 | NaN | NaN |
| 4193 | 2021-06-24 02:00:00 | 33675.07 | 33879.99 | 32339.82 | 32589.20 | 14734.386878 | 33034.3215 | 35136.861553 | 30931.781447 | 0.127294 | -586.985932 | -795.909431 | 42.560067 | 0.394147 | 39.261221 | 14.196941 | 28.335180 | 62.281106 | 69.849901 | 1.613615e+06 | NaN | NaN |
| 4194 | 2021-06-24 06:00:00 | 32589.20 | 33280.55 | 32286.57 | 32853.74 | 13051.055908 | 32897.0005 | 34618.086206 | 31175.914794 | 0.104635 | -569.465945 | -750.620734 | 44.343734 | 0.487432 | 38.862361 | 13.182873 | 26.570789 | 66.634957 | 69.706002 | 1.626666e+06 | NaN | NaN |
| 4195 | 2021-06-24 10:00:00 | 32853.74 | 33930.23 | 32820.61 | 33850.77 | 13506.337429 | 32857.0575 | 34438.276435 | 31275.838565 | 0.096248 | -469.714662 | -694.439520 | 50.573368 | 0.814224 | 37.702802 | 15.567150 | 24.672875 | 83.044273 | 70.653445 | 1.640172e+06 | NaN | NaN |
| 4196 | 2021-06-24 14:00:00 | 33850.78 | 34583.58 | 33756.04 | 33886.52 | 18730.794267 | 32900.1085 | 34546.191932 | 31254.025068 | 0.100066 | -383.357222 | -632.223060 | 50.786079 | 0.799624 | 35.913020 | 17.766560 | 22.910527 | 83.632653 | 77.770628 | 1.658903e+06 | NaN | NaN |
| 4197 | 2021-06-24 18:00:00 | 33888.81 | 35298.00 | 33751.00 | 34907.65 | 16553.963786 | 33019.4630 | 34881.652517 | 31157.273483 | 0.112793 | -229.871852 | -551.752819 | 56.539338 | 1.006980 | 33.547244 | 20.118319 | 21.274061 | 93.988141 | 86.888356 | 1.675457e+06 | NaN | 34907.65 |